Scientific breakthroughs and economic successes in the fields of research, development, and application of systems with artificial intelligence abound. But, aside there are a number of challenges, shortcomings and even limitations of the technology. The paper provides an overview of current challenges which the have to be faced. By Thilo Hagendorff & Katharina Wezel, University of Tuebingen, Germany.